Securing Large Vision-Language Models via Deterministic Orchestration Layers

sookoothaii
Mon, 29 Dec 2025 16:05:31 +0000

open Questions:

"Can we derive a computationally efficient ‘Semantic Dissonance Score’ (

SdissSdiss​

) by measuring the manifold divergence between OCR-embeddings and Visual-embeddings (CLIP/SigLIP) to detect hidden prompt injections in real-time (<50ms)?"

“Applying Outcome-Weighted Penalties to Visual Embeddings: How can the Stone Retrieval Function (SRF) be adapted to penalize adversarial image clusters (e.g. perturbation noise) without destroying retrieval recall for benign visually similar images?”

“Interference Patterns in Multi-Layer Defense: Does aggressive visual sanitization (e.g. Gaussian Blur against adversarial pixels) degrade the efficacy of OCR-based text injection detection, and how can an Orchestrator balance these conflicting preprocessing steps?”

“The Cost of Provable Robustness: Analyzing the latency-throughput Pareto frontier when implementing Maximum Independent Set (MIS) filtering on large-scale multimodal indices (10M+) using Vespa’s phased ranking pipelines.”